{"id":"W2733671206","doi":"10.1007/s11912-017-0614-5","title":"Early Cervical Cancer: Current Dilemmas of Staging and Surgery","year":2017,"lang":"en","type":"review","venue":"Current Oncology Reports","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Cervical cancer; Sentinel lymph node; Stage (stratigraphy); Lymphadenectomy; Radical surgery; Sentinel node; Biopsy; Lymph node; Surgery; Cancer; Radiology; Internal medicine; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006354163,0.0005506038,0.004903425,0.0004364131,0.0001192086,0.00002506229,0.0001330937,0.0003976953,0.0002056885],"category_scores_gemma":[0.000455378,0.0003939068,0.0009249036,0.000268294,0.0003036952,0.00007448351,0.0002348703,0.0008409598,0.000009364102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005377132,"about_ca_system_score_gemma":0.002564225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001792231,"about_ca_topic_score_gemma":0.0000130447,"domain_scores_codex":[0.9962933,0.0001898534,0.001740938,0.0008343859,0.000460962,0.0004805683],"domain_scores_gemma":[0.9954873,0.0005899594,0.002464365,0.0008170288,0.0001986375,0.0004427315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003004863,0.0004989799,0.04288418,0.02832167,0.000397606,0.0007071598,0.00002932488,1.011667e-8,6.103934e-8,0.000009139244,0.0009158845,0.9262059],"study_design_scores_gemma":[0.0005306245,0.0001840738,0.005931004,0.02458764,0.004012418,0.0005765171,0.000001933906,1.95385e-7,0.000001041735,0.0000507821,0.9638826,0.0002412253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001567937,0.9904768,0.000002983635,0.00008258972,0.006116426,0.001156599,0.00006683028,0.00004426513,0.0004855107],"genre_scores_gemma":[0.0008216811,0.9972551,0.00001778153,0.00001147315,0.001077166,0.0004088861,0.0002317654,0.00005470788,0.0001214763],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9629667,"threshold_uncertainty_score":0.9998513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3118921907078861,"score_gpt":0.4981906286823287,"score_spread":0.1862984379744426,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}